WFQ is a widely used scheduler that enables QoS features in a router. The inherent centralized nature of the design of WFQ schedulers in most switches and routers creates several challenges when exported to distributed architectures. In this paper, we study the challenges of implementing WFQ in a distributed OSR, propose some novel techniques to address these challenges and compare the performance of our WFQ implementation in distributed OSR with that of a centralized WFQ scheme.